{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "column_names = ('duration',\n",
    "                'protocol_type',\n",
    "                'service',\n",
    "                'flag',\n",
    "                'src_bytes',\n",
    "                'dst_bytes',\n",
    "                'land',\n",
    "                'wrong_fragment',\n",
    "                'urgent',\n",
    "                'hot',\n",
    "                'num_failed_logins',\n",
    "                'logged_in',\n",
    "                'num_compromised',\n",
    "                'root_shell',\n",
    "                'su_attempted',\n",
    "                'num_root',\n",
    "                'num_file_creations',\n",
    "                'num_shells',\n",
    "                'num_access_files',\n",
    "                'num_outbound_cmds',\n",
    "                'is_host_login',\n",
    "                'is_guest_login',\n",
    "                'count',\n",
    "                'srv_count',\n",
    "                'serror_rate',\n",
    "                'srv_serror_rate',\n",
    "                'rerror_rate',\n",
    "                'srv_rerror_rate',\n",
    "                'same_srv_rate',\n",
    "                'diff_srv_rate',\n",
    "                'srv_diff_host_rate',\n",
    "                'dst_host_count',\n",
    "                'dst_host_srv_count',\n",
    "                'dst_host_same_srv_rate',\n",
    "                'dst_host_diff_srv_rate',\n",
    "                'dst_host_same_src_port_rate',\n",
    "                'dst_host_srv_diff_host_rate',\n",
    "                'dst_host_serror_rate',\n",
    "                'dst_host_srv_serror_rate',\n",
    "                'dst_host_rerror_rate',\n",
    "                'dst_host_srv_rerror_rate',\n",
    "                'Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "42"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(column_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('kddcup.data_10_percent_corrected', header=None, names=column_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duration</th>\n",
       "      <th>protocol_type</th>\n",
       "      <th>service</th>\n",
       "      <th>flag</th>\n",
       "      <th>src_bytes</th>\n",
       "      <th>dst_bytes</th>\n",
       "      <th>land</th>\n",
       "      <th>wrong_fragment</th>\n",
       "      <th>urgent</th>\n",
       "      <th>hot</th>\n",
       "      <th>num_failed_logins</th>\n",
       "      <th>logged_in</th>\n",
       "      <th>num_compromised</th>\n",
       "      <th>root_shell</th>\n",
       "      <th>su_attempted</th>\n",
       "      <th>num_root</th>\n",
       "      <th>num_file_creations</th>\n",
       "      <th>num_shells</th>\n",
       "      <th>num_access_files</th>\n",
       "      <th>num_outbound_cmds</th>\n",
       "      <th>is_host_login</th>\n",
       "      <th>is_guest_login</th>\n",
       "      <th>count</th>\n",
       "      <th>srv_count</th>\n",
       "      <th>serror_rate</th>\n",
       "      <th>srv_serror_rate</th>\n",
       "      <th>rerror_rate</th>\n",
       "      <th>srv_rerror_rate</th>\n",
       "      <th>same_srv_rate</th>\n",
       "      <th>diff_srv_rate</th>\n",
       "      <th>srv_diff_host_rate</th>\n",
       "      <th>dst_host_count</th>\n",
       "      <th>dst_host_srv_count</th>\n",
       "      <th>dst_host_same_srv_rate</th>\n",
       "      <th>dst_host_diff_srv_rate</th>\n",
       "      <th>dst_host_same_src_port_rate</th>\n",
       "      <th>dst_host_srv_diff_host_rate</th>\n",
       "      <th>dst_host_serror_rate</th>\n",
       "      <th>dst_host_srv_serror_rate</th>\n",
       "      <th>dst_host_rerror_rate</th>\n",
       "      <th>dst_host_srv_rerror_rate</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>181</td>\n",
       "      <td>5450</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>239</td>\n",
       "      <td>486</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>235</td>\n",
       "      <td>1337</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>219</td>\n",
       "      <td>1337</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>217</td>\n",
       "      <td>2032</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>217</td>\n",
       "      <td>2032</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>212</td>\n",
       "      <td>1940</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>159</td>\n",
       "      <td>4087</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11</td>\n",
       "      <td>79</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>210</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8</td>\n",
       "      <td>89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>212</td>\n",
       "      <td>786</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8</td>\n",
       "      <td>99</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>210</td>\n",
       "      <td>624</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18</td>\n",
       "      <td>109</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>177</td>\n",
       "      <td>1985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28</td>\n",
       "      <td>119</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>222</td>\n",
       "      <td>773</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38</td>\n",
       "      <td>129</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>256</td>\n",
       "      <td>1169</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4</td>\n",
       "      <td>139</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>241</td>\n",
       "      <td>259</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14</td>\n",
       "      <td>149</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>260</td>\n",
       "      <td>1837</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>159</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>241</td>\n",
       "      <td>261</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34</td>\n",
       "      <td>169</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>257</td>\n",
       "      <td>818</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44</td>\n",
       "      <td>179</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>233</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>54</td>\n",
       "      <td>189</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>233</td>\n",
       "      <td>504</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64</td>\n",
       "      <td>199</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>256</td>\n",
       "      <td>1273</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>74</td>\n",
       "      <td>209</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>234</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>84</td>\n",
       "      <td>219</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>241</td>\n",
       "      <td>259</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>94</td>\n",
       "      <td>229</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>239</td>\n",
       "      <td>968</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3</td>\n",
       "      <td>239</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>245</td>\n",
       "      <td>1919</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13</td>\n",
       "      <td>249</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>248</td>\n",
       "      <td>2129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>354</td>\n",
       "      <td>1752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>193</td>\n",
       "      <td>3991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>214</td>\n",
       "      <td>14959</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>212</td>\n",
       "      <td>1309</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.20</td>\n",
       "      <td>21</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493991</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>296</td>\n",
       "      <td>617</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493992</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>294</td>\n",
       "      <td>29288</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493993</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>285</td>\n",
       "      <td>34557</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493994</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>316</td>\n",
       "      <td>3665</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493995</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>335</td>\n",
       "      <td>10440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>27</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493996</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>284</td>\n",
       "      <td>10592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493997</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>242</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493998</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>223</td>\n",
       "      <td>3707</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493999</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>204</td>\n",
       "      <td>1731</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494000</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>148</td>\n",
       "      <td>1122</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494001</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>S0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>13</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494002</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>215</td>\n",
       "      <td>2649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>23</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494003</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>341</td>\n",
       "      <td>326</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494004</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>341</td>\n",
       "      <td>1943</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494005</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>341</td>\n",
       "      <td>1663</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494006</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>235</td>\n",
       "      <td>501</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494007</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>320</td>\n",
       "      <td>13828</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494008</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>319</td>\n",
       "      <td>1435</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494009</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>335</td>\n",
       "      <td>3435</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>16</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494010</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>291</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494011</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>308</td>\n",
       "      <td>662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.30</td>\n",
       "      <td>36</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494012</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>291</td>\n",
       "      <td>1862</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>46</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494013</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>289</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494014</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>306</td>\n",
       "      <td>662</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>66</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494015</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>289</td>\n",
       "      <td>1862</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>76</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494016</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>310</td>\n",
       "      <td>1881</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.40</td>\n",
       "      <td>86</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494017</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>282</td>\n",
       "      <td>2286</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494018</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>203</td>\n",
       "      <td>1200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>16</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494019</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>291</td>\n",
       "      <td>1200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>26</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494020</th>\n",
       "      <td>0</td>\n",
       "      <td>tcp</td>\n",
       "      <td>http</td>\n",
       "      <td>SF</td>\n",
       "      <td>219</td>\n",
       "      <td>1234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>6</td>\n",
       "      <td>255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>normal.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494021 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        duration protocol_type service flag  src_bytes  dst_bytes  land  \\\n",
       "0              0           tcp    http   SF        181       5450     0   \n",
       "1              0           tcp    http   SF        239        486     0   \n",
       "2              0           tcp    http   SF        235       1337     0   \n",
       "3              0           tcp    http   SF        219       1337     0   \n",
       "4              0           tcp    http   SF        217       2032     0   \n",
       "5              0           tcp    http   SF        217       2032     0   \n",
       "6              0           tcp    http   SF        212       1940     0   \n",
       "7              0           tcp    http   SF        159       4087     0   \n",
       "8              0           tcp    http   SF        210        151     0   \n",
       "9              0           tcp    http   SF        212        786     0   \n",
       "10             0           tcp    http   SF        210        624     0   \n",
       "11             0           tcp    http   SF        177       1985     0   \n",
       "12             0           tcp    http   SF        222        773     0   \n",
       "13             0           tcp    http   SF        256       1169     0   \n",
       "14             0           tcp    http   SF        241        259     0   \n",
       "15             0           tcp    http   SF        260       1837     0   \n",
       "16             0           tcp    http   SF        241        261     0   \n",
       "17             0           tcp    http   SF        257        818     0   \n",
       "18             0           tcp    http   SF        233        255     0   \n",
       "19             0           tcp    http   SF        233        504     0   \n",
       "20             0           tcp    http   SF        256       1273     0   \n",
       "21             0           tcp    http   SF        234        255     0   \n",
       "22             0           tcp    http   SF        241        259     0   \n",
       "23             0           tcp    http   SF        239        968     0   \n",
       "24             0           tcp    http   SF        245       1919     0   \n",
       "25             0           tcp    http   SF        248       2129     0   \n",
       "26             0           tcp    http   SF        354       1752     0   \n",
       "27             0           tcp    http   SF        193       3991     0   \n",
       "28             0           tcp    http   SF        214      14959     0   \n",
       "29             0           tcp    http   SF        212       1309     0   \n",
       "...          ...           ...     ...  ...        ...        ...   ...   \n",
       "493991         0           tcp    http   SF        296        617     0   \n",
       "493992         0           tcp    http   SF        294      29288     0   \n",
       "493993         0           tcp    http   SF        285      34557     0   \n",
       "493994         0           tcp    http   SF        316       3665     0   \n",
       "493995         0           tcp    http   SF        335      10440     0   \n",
       "493996         0           tcp    http   SF        284      10592     0   \n",
       "493997         0           tcp    http   SF        242       7066     0   \n",
       "493998         0           tcp    http   SF        223       3707     0   \n",
       "493999         0           tcp    http   SF        204       1731     0   \n",
       "494000         0           tcp    http   SF        148       1122     0   \n",
       "494001         0           tcp    http   S0          0          0     0   \n",
       "494002         0           tcp    http   SF        215       2649     0   \n",
       "494003         0           tcp    http   SF        341        326     0   \n",
       "494004         0           tcp    http   SF        341       1943     0   \n",
       "494005         0           tcp    http   SF        341       1663     0   \n",
       "494006         0           tcp    http   SF        235        501     0   \n",
       "494007         0           tcp    http   SF        320      13828     0   \n",
       "494008         0           tcp    http   SF        319       1435     0   \n",
       "494009         0           tcp    http   SF        335       3435     0   \n",
       "494010         0           tcp    http   SF        291        236     0   \n",
       "494011         0           tcp    http   SF        308        662     0   \n",
       "494012         0           tcp    http   SF        291       1862     0   \n",
       "494013         0           tcp    http   SF        289        244     0   \n",
       "494014         0           tcp    http   SF        306        662     0   \n",
       "494015         0           tcp    http   SF        289       1862     0   \n",
       "494016         0           tcp    http   SF        310       1881     0   \n",
       "494017         0           tcp    http   SF        282       2286     0   \n",
       "494018         0           tcp    http   SF        203       1200     0   \n",
       "494019         0           tcp    http   SF        291       1200     0   \n",
       "494020         0           tcp    http   SF        219       1234     0   \n",
       "\n",
       "        wrong_fragment  urgent  hot  num_failed_logins  logged_in  \\\n",
       "0                    0       0    0                  0          1   \n",
       "1                    0       0    0                  0          1   \n",
       "2                    0       0    0                  0          1   \n",
       "3                    0       0    0                  0          1   \n",
       "4                    0       0    0                  0          1   \n",
       "5                    0       0    0                  0          1   \n",
       "6                    0       0    0                  0          1   \n",
       "7                    0       0    0                  0          1   \n",
       "8                    0       0    0                  0          1   \n",
       "9                    0       0    1                  0          1   \n",
       "10                   0       0    0                  0          1   \n",
       "11                   0       0    0                  0          1   \n",
       "12                   0       0    0                  0          1   \n",
       "13                   0       0    0                  0          1   \n",
       "14                   0       0    0                  0          1   \n",
       "15                   0       0    0                  0          1   \n",
       "16                   0       0    0                  0          1   \n",
       "17                   0       0    0                  0          1   \n",
       "18                   0       0    0                  0          1   \n",
       "19                   0       0    0                  0          1   \n",
       "20                   0       0    0                  0          1   \n",
       "21                   0       0    0                  0          1   \n",
       "22                   0       0    0                  0          1   \n",
       "23                   0       0    0                  0          1   \n",
       "24                   0       0    0                  0          1   \n",
       "25                   0       0    0                  0          1   \n",
       "26                   0       0    0                  0          1   \n",
       "27                   0       0    0                  0          1   \n",
       "28                   0       0    0                  0          1   \n",
       "29                   0       0    0                  0          1   \n",
       "...                ...     ...  ...                ...        ...   \n",
       "493991               0       0    0                  0          1   \n",
       "493992               0       0    0                  0          1   \n",
       "493993               0       0    0                  0          1   \n",
       "493994               0       0    0                  0          1   \n",
       "493995               0       0    0                  0          1   \n",
       "493996               0       0    0                  0          1   \n",
       "493997               0       0    0                  0          1   \n",
       "493998               0       0    0                  0          1   \n",
       "493999               0       0    0                  0          1   \n",
       "494000               0       0    0                  0          1   \n",
       "494001               0       0    0                  0          0   \n",
       "494002               0       0    0                  0          1   \n",
       "494003               0       0    0                  0          1   \n",
       "494004               0       0    0                  0          1   \n",
       "494005               0       0    0                  0          1   \n",
       "494006               0       0    0                  0          1   \n",
       "494007               0       0    0                  0          1   \n",
       "494008               0       0    0                  0          1   \n",
       "494009               0       0    0                  0          1   \n",
       "494010               0       0    0                  0          1   \n",
       "494011               0       0    0                  0          1   \n",
       "494012               0       0    0                  0          1   \n",
       "494013               0       0    0                  0          1   \n",
       "494014               0       0    0                  0          1   \n",
       "494015               0       0    0                  0          1   \n",
       "494016               0       0    0                  0          1   \n",
       "494017               0       0    0                  0          1   \n",
       "494018               0       0    0                  0          1   \n",
       "494019               0       0    0                  0          1   \n",
       "494020               0       0    0                  0          1   \n",
       "\n",
       "        num_compromised  root_shell  su_attempted  num_root  \\\n",
       "0                     0           0             0         0   \n",
       "1                     0           0             0         0   \n",
       "2                     0           0             0         0   \n",
       "3                     0           0             0         0   \n",
       "4                     0           0             0         0   \n",
       "5                     0           0             0         0   \n",
       "6                     0           0             0         0   \n",
       "7                     0           0             0         0   \n",
       "8                     0           0             0         0   \n",
       "9                     0           0             0         0   \n",
       "10                    0           0             0         0   \n",
       "11                    0           0             0         0   \n",
       "12                    0           0             0         0   \n",
       "13                    0           0             0         0   \n",
       "14                    0           0             0         0   \n",
       "15                    0           0             0         0   \n",
       "16                    0           0             0         0   \n",
       "17                    0           0             0         0   \n",
       "18                    0           0             0         0   \n",
       "19                    0           0             0         0   \n",
       "20                    0           0             0         0   \n",
       "21                    0           0             0         0   \n",
       "22                    0           0             0         0   \n",
       "23                    0           0             0         0   \n",
       "24                    0           0             0         0   \n",
       "25                    0           0             0         0   \n",
       "26                    0           0             0         0   \n",
       "27                    0           0             0         0   \n",
       "28                    0           0             0         0   \n",
       "29                    0           0             0         0   \n",
       "...                 ...         ...           ...       ...   \n",
       "493991                0           0             0         0   \n",
       "493992                0           0             0         0   \n",
       "493993                0           0             0         0   \n",
       "493994                0           0             0         0   \n",
       "493995                0           0             0         0   \n",
       "493996                0           0             0         0   \n",
       "493997                0           0             0         0   \n",
       "493998                0           0             0         0   \n",
       "493999                0           0             0         0   \n",
       "494000                0           0             0         0   \n",
       "494001                0           0             0         0   \n",
       "494002                0           0             0         0   \n",
       "494003                0           0             0         0   \n",
       "494004                0           0             0         0   \n",
       "494005                0           0             0         0   \n",
       "494006                0           0             0         0   \n",
       "494007                0           0             0         0   \n",
       "494008                0           0             0         0   \n",
       "494009                0           0             0         0   \n",
       "494010                0           0             0         0   \n",
       "494011                0           0             0         0   \n",
       "494012                0           0             0         0   \n",
       "494013                0           0             0         0   \n",
       "494014                0           0             0         0   \n",
       "494015                0           0             0         0   \n",
       "494016                0           0             0         0   \n",
       "494017                0           0             0         0   \n",
       "494018                0           0             0         0   \n",
       "494019                0           0             0         0   \n",
       "494020                0           0             0         0   \n",
       "\n",
       "        num_file_creations  num_shells  num_access_files  num_outbound_cmds  \\\n",
       "0                        0           0                 0                  0   \n",
       "1                        0           0                 0                  0   \n",
       "2                        0           0                 0                  0   \n",
       "3                        0           0                 0                  0   \n",
       "4                        0           0                 0                  0   \n",
       "5                        0           0                 0                  0   \n",
       "6                        0           0                 0                  0   \n",
       "7                        0           0                 0                  0   \n",
       "8                        0           0                 0                  0   \n",
       "9                        0           0                 0                  0   \n",
       "10                       0           0                 0                  0   \n",
       "11                       0           0                 0                  0   \n",
       "12                       0           0                 0                  0   \n",
       "13                       0           0                 0                  0   \n",
       "14                       0           0                 0                  0   \n",
       "15                       0           0                 0                  0   \n",
       "16                       0           0                 0                  0   \n",
       "17                       0           0                 0                  0   \n",
       "18                       0           0                 0                  0   \n",
       "19                       0           0                 0                  0   \n",
       "20                       0           0                 0                  0   \n",
       "21                       0           0                 0                  0   \n",
       "22                       0           0                 0                  0   \n",
       "23                       0           0                 0                  0   \n",
       "24                       0           0                 0                  0   \n",
       "25                       0           0                 0                  0   \n",
       "26                       0           0                 0                  0   \n",
       "27                       0           0                 0                  0   \n",
       "28                       0           0                 0                  0   \n",
       "29                       0           0                 0                  0   \n",
       "...                    ...         ...               ...                ...   \n",
       "493991                   0           0                 0                  0   \n",
       "493992                   0           0                 0                  0   \n",
       "493993                   0           0                 0                  0   \n",
       "493994                   0           0                 0                  0   \n",
       "493995                   0           0                 0                  0   \n",
       "493996                   0           0                 0                  0   \n",
       "493997                   0           0                 0                  0   \n",
       "493998                   0           0                 0                  0   \n",
       "493999                   0           0                 0                  0   \n",
       "494000                   0           0                 0                  0   \n",
       "494001                   0           0                 0                  0   \n",
       "494002                   0           0                 0                  0   \n",
       "494003                   0           0                 0                  0   \n",
       "494004                   0           0                 0                  0   \n",
       "494005                   0           0                 0                  0   \n",
       "494006                   0           0                 0                  0   \n",
       "494007                   0           0                 0                  0   \n",
       "494008                   0           0                 0                  0   \n",
       "494009                   0           0                 0                  0   \n",
       "494010                   0           0                 0                  0   \n",
       "494011                   0           0                 0                  0   \n",
       "494012                   0           0                 0                  0   \n",
       "494013                   0           0                 0                  0   \n",
       "494014                   0           0                 0                  0   \n",
       "494015                   0           0                 0                  0   \n",
       "494016                   0           0                 0                  0   \n",
       "494017                   0           0                 0                  0   \n",
       "494018                   0           0                 0                  0   \n",
       "494019                   0           0                 0                  0   \n",
       "494020                   0           0                 0                  0   \n",
       "\n",
       "        is_host_login  is_guest_login  count  srv_count  serror_rate  \\\n",
       "0                   0               0      8          8         0.00   \n",
       "1                   0               0      8          8         0.00   \n",
       "2                   0               0      8          8         0.00   \n",
       "3                   0               0      6          6         0.00   \n",
       "4                   0               0      6          6         0.00   \n",
       "5                   0               0      6          6         0.00   \n",
       "6                   0               0      1          2         0.00   \n",
       "7                   0               0      5          5         0.00   \n",
       "8                   0               0      8          8         0.00   \n",
       "9                   0               0      8          8         0.00   \n",
       "10                  0               0     18         18         0.00   \n",
       "11                  0               0      1          1         0.00   \n",
       "12                  0               0     11         11         0.00   \n",
       "13                  0               0      4          4         0.00   \n",
       "14                  0               0      1          1         0.00   \n",
       "15                  0               0     11         11         0.00   \n",
       "16                  0               0      2          2         0.00   \n",
       "17                  0               0     12         12         0.00   \n",
       "18                  0               0      2          8         0.00   \n",
       "19                  0               0      7          7         0.00   \n",
       "20                  0               0     17         17         0.00   \n",
       "21                  0               0      5          5         0.00   \n",
       "22                  0               0     12         12         0.00   \n",
       "23                  0               0      3          3         0.00   \n",
       "24                  0               0     13         13         0.00   \n",
       "25                  0               0     23         23         0.00   \n",
       "26                  0               0      2          2         0.00   \n",
       "27                  0               0      1          1         0.00   \n",
       "28                  0               0      6          6         0.00   \n",
       "29                  0               0      2         10         0.00   \n",
       "...               ...             ...    ...        ...          ...   \n",
       "493991              0               0     24         24         0.00   \n",
       "493992              0               0     34         34         0.00   \n",
       "493993              0               0      2          2         0.00   \n",
       "493994              0               0      1          1         0.00   \n",
       "493995              0               0      6          7         0.00   \n",
       "493996              0               0      5          5         0.00   \n",
       "493997              0               0      2          2         0.00   \n",
       "493998              0               0      9          9         0.00   \n",
       "493999              0               0      6          6         0.00   \n",
       "494000              0               0      1          1         0.00   \n",
       "494001              0               0      2          8         0.50   \n",
       "494002              0               0      6         12         0.00   \n",
       "494003              0               0      1          1         0.00   \n",
       "494004              0               0     11         11         0.00   \n",
       "494005              0               0      6          6         0.00   \n",
       "494006              0               0      1          1         0.00   \n",
       "494007              0               0      1          1         0.00   \n",
       "494008              0               0      6          6         0.00   \n",
       "494009              0               0      6         35         0.00   \n",
       "494010              0               0      8          8         0.00   \n",
       "494011              0               0      8         10         0.00   \n",
       "494012              0               0     10         11         0.00   \n",
       "494013              0               0      2          2         0.00   \n",
       "494014              0               0      2          2         0.00   \n",
       "494015              0               0      4         12         0.00   \n",
       "494016              0               0      4          5         0.00   \n",
       "494017              0               0      6          6         0.00   \n",
       "494018              0               0      6         18         0.17   \n",
       "494019              0               0      6         12         0.00   \n",
       "494020              0               0      6         35         0.00   \n",
       "\n",
       "        srv_serror_rate  rerror_rate  srv_rerror_rate  same_srv_rate  \\\n",
       "0                  0.00          0.0             0.00            1.0   \n",
       "1                  0.00          0.0             0.00            1.0   \n",
       "2                  0.00          0.0             0.00            1.0   \n",
       "3                  0.00          0.0             0.00            1.0   \n",
       "4                  0.00          0.0             0.00            1.0   \n",
       "5                  0.00          0.0             0.00            1.0   \n",
       "6                  0.00          0.0             0.00            1.0   \n",
       "7                  0.00          0.0             0.00            1.0   \n",
       "8                  0.00          0.0             0.00            1.0   \n",
       "9                  0.00          0.0             0.00            1.0   \n",
       "10                 0.00          0.0             0.00            1.0   \n",
       "11                 0.00          0.0             0.00            1.0   \n",
       "12                 0.00          0.0             0.00            1.0   \n",
       "13                 0.00          0.0             0.00            1.0   \n",
       "14                 0.00          0.0             0.00            1.0   \n",
       "15                 0.00          0.0             0.00            1.0   \n",
       "16                 0.00          0.0             0.00            1.0   \n",
       "17                 0.00          0.0             0.00            1.0   \n",
       "18                 0.00          0.0             0.00            1.0   \n",
       "19                 0.00          0.0             0.00            1.0   \n",
       "20                 0.00          0.0             0.00            1.0   \n",
       "21                 0.00          0.0             0.00            1.0   \n",
       "22                 0.00          0.0             0.00            1.0   \n",
       "23                 0.00          0.0             0.00            1.0   \n",
       "24                 0.00          0.0             0.00            1.0   \n",
       "25                 0.00          0.0             0.00            1.0   \n",
       "26                 0.00          0.0             0.00            1.0   \n",
       "27                 0.00          0.0             0.00            1.0   \n",
       "28                 0.00          0.0             0.00            1.0   \n",
       "29                 0.00          0.0             0.00            1.0   \n",
       "...                 ...          ...              ...            ...   \n",
       "493991             0.00          0.0             0.00            1.0   \n",
       "493992             0.00          0.0             0.00            1.0   \n",
       "493993             0.00          0.0             0.00            1.0   \n",
       "493994             0.00          0.0             0.00            1.0   \n",
       "493995             0.00          0.0             0.00            1.0   \n",
       "493996             0.00          0.0             0.00            1.0   \n",
       "493997             0.00          0.0             0.00            1.0   \n",
       "493998             0.00          0.0             0.00            1.0   \n",
       "493999             0.00          0.0             0.00            1.0   \n",
       "494000             0.00          0.0             0.00            1.0   \n",
       "494001             0.12          0.0             0.12            1.0   \n",
       "494002             0.00          0.0             0.00            1.0   \n",
       "494003             0.00          0.0             0.00            1.0   \n",
       "494004             0.00          0.0             0.00            1.0   \n",
       "494005             0.00          0.0             0.00            1.0   \n",
       "494006             0.00          0.0             0.00            1.0   \n",
       "494007             0.00          0.0             0.00            1.0   \n",
       "494008             0.00          0.0             0.00            1.0   \n",
       "494009             0.00          0.0             0.00            1.0   \n",
       "494010             0.00          0.0             0.00            1.0   \n",
       "494011             0.00          0.0             0.00            1.0   \n",
       "494012             0.00          0.0             0.00            1.0   \n",
       "494013             0.00          0.0             0.00            1.0   \n",
       "494014             0.00          0.0             0.00            1.0   \n",
       "494015             0.00          0.0             0.00            1.0   \n",
       "494016             0.00          0.0             0.00            1.0   \n",
       "494017             0.00          0.0             0.00            1.0   \n",
       "494018             0.11          0.0             0.00            1.0   \n",
       "494019             0.00          0.0             0.00            1.0   \n",
       "494020             0.00          0.0             0.00            1.0   \n",
       "\n",
       "        diff_srv_rate  srv_diff_host_rate  dst_host_count  dst_host_srv_count  \\\n",
       "0                 0.0                0.00               9                   9   \n",
       "1                 0.0                0.00              19                  19   \n",
       "2                 0.0                0.00              29                  29   \n",
       "3                 0.0                0.00              39                  39   \n",
       "4                 0.0                0.00              49                  49   \n",
       "5                 0.0                0.00              59                  59   \n",
       "6                 0.0                1.00               1                  69   \n",
       "7                 0.0                0.00              11                  79   \n",
       "8                 0.0                0.00               8                  89   \n",
       "9                 0.0                0.00               8                  99   \n",
       "10                0.0                0.00              18                 109   \n",
       "11                0.0                0.00              28                 119   \n",
       "12                0.0                0.00              38                 129   \n",
       "13                0.0                0.00               4                 139   \n",
       "14                0.0                0.00              14                 149   \n",
       "15                0.0                0.00              24                 159   \n",
       "16                0.0                0.00              34                 169   \n",
       "17                0.0                0.00              44                 179   \n",
       "18                0.0                0.25              54                 189   \n",
       "19                0.0                0.00              64                 199   \n",
       "20                0.0                0.00              74                 209   \n",
       "21                0.0                0.00              84                 219   \n",
       "22                0.0                0.00              94                 229   \n",
       "23                0.0                0.00               3                 239   \n",
       "24                0.0                0.00              13                 249   \n",
       "25                0.0                0.00              23                 255   \n",
       "26                0.0                0.00               5                 255   \n",
       "27                0.0                0.00               1                 255   \n",
       "28                0.0                0.00              11                 255   \n",
       "29                0.0                0.20              21                 255   \n",
       "...               ...                 ...             ...                 ...   \n",
       "493991            0.0                0.00              24                 255   \n",
       "493992            0.0                0.00              34                 255   \n",
       "493993            0.0                0.00               7                 255   \n",
       "493994            0.0                0.00              17                 255   \n",
       "493995            0.0                0.29              27                 255   \n",
       "493996            0.0                0.00              37                 255   \n",
       "493997            0.0                0.00              47                 255   \n",
       "493998            0.0                0.00               9                 255   \n",
       "493999            0.0                0.00              19                 255   \n",
       "494000            0.0                0.00               3                 255   \n",
       "494001            0.0                0.25              13                 255   \n",
       "494002            0.0                0.33              23                 255   \n",
       "494003            0.0                0.00               1                 255   \n",
       "494004            0.0                0.00              11                 255   \n",
       "494005            0.0                0.00              21                 255   \n",
       "494006            0.0                0.00               2                 255   \n",
       "494007            0.0                0.00              10                 255   \n",
       "494008            0.0                0.00               6                 255   \n",
       "494009            0.0                0.09              16                 255   \n",
       "494010            0.0                0.00              26                 255   \n",
       "494011            0.0                0.30              36                 255   \n",
       "494012            0.0                0.18              46                 255   \n",
       "494013            0.0                0.00              56                 255   \n",
       "494014            0.0                0.00              66                 255   \n",
       "494015            0.0                0.25              76                 255   \n",
       "494016            0.0                0.40              86                 255   \n",
       "494017            0.0                0.00               6                 255   \n",
       "494018            0.0                0.17              16                 255   \n",
       "494019            0.0                0.17              26                 255   \n",
       "494020            0.0                0.14               6                 255   \n",
       "\n",
       "        dst_host_same_srv_rate  dst_host_diff_srv_rate  \\\n",
       "0                          1.0                     0.0   \n",
       "1                          1.0                     0.0   \n",
       "2                          1.0                     0.0   \n",
       "3                          1.0                     0.0   \n",
       "4                          1.0                     0.0   \n",
       "5                          1.0                     0.0   \n",
       "6                          1.0                     0.0   \n",
       "7                          1.0                     0.0   \n",
       "8                          1.0                     0.0   \n",
       "9                          1.0                     0.0   \n",
       "10                         1.0                     0.0   \n",
       "11                         1.0                     0.0   \n",
       "12                         1.0                     0.0   \n",
       "13                         1.0                     0.0   \n",
       "14                         1.0                     0.0   \n",
       "15                         1.0                     0.0   \n",
       "16                         1.0                     0.0   \n",
       "17                         1.0                     0.0   \n",
       "18                         1.0                     0.0   \n",
       "19                         1.0                     0.0   \n",
       "20                         1.0                     0.0   \n",
       "21                         1.0                     0.0   \n",
       "22                         1.0                     0.0   \n",
       "23                         1.0                     0.0   \n",
       "24                         1.0                     0.0   \n",
       "25                         1.0                     0.0   \n",
       "26                         1.0                     0.0   \n",
       "27                         1.0                     0.0   \n",
       "28                         1.0                     0.0   \n",
       "29                         1.0                     0.0   \n",
       "...                        ...                     ...   \n",
       "493991                     1.0                     0.0   \n",
       "493992                     1.0                     0.0   \n",
       "493993                     1.0                     0.0   \n",
       "493994                     1.0                     0.0   \n",
       "493995                     1.0                     0.0   \n",
       "493996                     1.0                     0.0   \n",
       "493997                     1.0                     0.0   \n",
       "493998                     1.0                     0.0   \n",
       "493999                     1.0                     0.0   \n",
       "494000                     1.0                     0.0   \n",
       "494001                     1.0                     0.0   \n",
       "494002                     1.0                     0.0   \n",
       "494003                     1.0                     0.0   \n",
       "494004                     1.0                     0.0   \n",
       "494005                     1.0                     0.0   \n",
       "494006                     1.0                     0.0   \n",
       "494007                     1.0                     0.0   \n",
       "494008                     1.0                     0.0   \n",
       "494009                     1.0                     0.0   \n",
       "494010                     1.0                     0.0   \n",
       "494011                     1.0                     0.0   \n",
       "494012                     1.0                     0.0   \n",
       "494013                     1.0                     0.0   \n",
       "494014                     1.0                     0.0   \n",
       "494015                     1.0                     0.0   \n",
       "494016                     1.0                     0.0   \n",
       "494017                     1.0                     0.0   \n",
       "494018                     1.0                     0.0   \n",
       "494019                     1.0                     0.0   \n",
       "494020                     1.0                     0.0   \n",
       "\n",
       "        dst_host_same_src_port_rate  dst_host_srv_diff_host_rate  \\\n",
       "0                              0.11                         0.00   \n",
       "1                              0.05                         0.00   \n",
       "2                              0.03                         0.00   \n",
       "3                              0.03                         0.00   \n",
       "4                              0.02                         0.00   \n",
       "5                              0.02                         0.00   \n",
       "6                              1.00                         0.04   \n",
       "7                              0.09                         0.04   \n",
       "8                              0.12                         0.04   \n",
       "9                              0.12                         0.05   \n",
       "10                             0.06                         0.05   \n",
       "11                             0.04                         0.04   \n",
       "12                             0.03                         0.04   \n",
       "13                             0.25                         0.04   \n",
       "14                             0.07                         0.04   \n",
       "15                             0.04                         0.04   \n",
       "16                             0.03                         0.04   \n",
       "17                             0.02                         0.03   \n",
       "18                             0.02                         0.03   \n",
       "19                             0.02                         0.03   \n",
       "20                             0.01                         0.03   \n",
       "21                             0.01                         0.03   \n",
       "22                             0.01                         0.03   \n",
       "23                             0.33                         0.03   \n",
       "24                             0.08                         0.03   \n",
       "25                             0.04                         0.03   \n",
       "26                             0.20                         0.04   \n",
       "27                             1.00                         0.05   \n",
       "28                             0.09                         0.05   \n",
       "29                             0.05                         0.05   \n",
       "...                             ...                          ...   \n",
       "493991                         0.04                         0.10   \n",
       "493992                         0.03                         0.10   \n",
       "493993                         0.14                         0.10   \n",
       "493994                         0.06                         0.09   \n",
       "493995                         0.04                         0.08   \n",
       "493996                         0.03                         0.07   \n",
       "493997                         0.02                         0.05   \n",
       "493998                         0.11                         0.05   \n",
       "493999                         0.05                         0.04   \n",
       "494000                         0.33                         0.04   \n",
       "494001                         0.15                         0.04   \n",
       "494002                         0.04                         0.04   \n",
       "494003                         1.00                         0.05   \n",
       "494004                         0.09                         0.05   \n",
       "494005                         0.05                         0.05   \n",
       "494006                         0.50                         0.05   \n",
       "494007                         0.10                         0.05   \n",
       "494008                         0.17                         0.07   \n",
       "494009                         0.06                         0.07   \n",
       "494010                         0.04                         0.06   \n",
       "494011                         0.03                         0.06   \n",
       "494012                         0.02                         0.05   \n",
       "494013                         0.02                         0.05   \n",
       "494014                         0.02                         0.05   \n",
       "494015                         0.01                         0.05   \n",
       "494016                         0.01                         0.05   \n",
       "494017                         0.17                         0.05   \n",
       "494018                         0.06                         0.05   \n",
       "494019                         0.04                         0.05   \n",
       "494020                         0.17                         0.05   \n",
       "\n",
       "        dst_host_serror_rate  dst_host_srv_serror_rate  dst_host_rerror_rate  \\\n",
       "0                       0.00                      0.00                  0.00   \n",
       "1                       0.00                      0.00                  0.00   \n",
       "2                       0.00                      0.00                  0.00   \n",
       "3                       0.00                      0.00                  0.00   \n",
       "4                       0.00                      0.00                  0.00   \n",
       "5                       0.00                      0.00                  0.00   \n",
       "6                       0.00                      0.00                  0.00   \n",
       "7                       0.00                      0.00                  0.00   \n",
       "8                       0.00                      0.00                  0.00   \n",
       "9                       0.00                      0.00                  0.00   \n",
       "10                      0.00                      0.00                  0.00   \n",
       "11                      0.00                      0.00                  0.00   \n",
       "12                      0.00                      0.00                  0.00   \n",
       "13                      0.00                      0.00                  0.00   \n",
       "14                      0.00                      0.00                  0.00   \n",
       "15                      0.00                      0.00                  0.00   \n",
       "16                      0.00                      0.00                  0.00   \n",
       "17                      0.00                      0.00                  0.00   \n",
       "18                      0.00                      0.00                  0.00   \n",
       "19                      0.00                      0.00                  0.00   \n",
       "20                      0.00                      0.00                  0.00   \n",
       "21                      0.00                      0.00                  0.00   \n",
       "22                      0.00                      0.00                  0.00   \n",
       "23                      0.00                      0.00                  0.00   \n",
       "24                      0.00                      0.00                  0.00   \n",
       "25                      0.00                      0.00                  0.00   \n",
       "26                      0.00                      0.00                  0.00   \n",
       "27                      0.00                      0.00                  0.00   \n",
       "28                      0.00                      0.00                  0.00   \n",
       "29                      0.00                      0.00                  0.00   \n",
       "...                      ...                       ...                   ...   \n",
       "493991                  0.00                      0.00                  0.00   \n",
       "493992                  0.00                      0.00                  0.00   \n",
       "493993                  0.00                      0.00                  0.00   \n",
       "493994                  0.00                      0.00                  0.00   \n",
       "493995                  0.00                      0.00                  0.00   \n",
       "493996                  0.00                      0.00                  0.00   \n",
       "493997                  0.00                      0.00                  0.00   \n",
       "493998                  0.00                      0.00                  0.00   \n",
       "493999                  0.00                      0.00                  0.00   \n",
       "494000                  0.00                      0.00                  0.00   \n",
       "494001                  0.08                      0.00                  0.08   \n",
       "494002                  0.04                      0.00                  0.04   \n",
       "494003                  0.00                      0.01                  0.00   \n",
       "494004                  0.00                      0.01                  0.00   \n",
       "494005                  0.00                      0.01                  0.00   \n",
       "494006                  0.00                      0.01                  0.00   \n",
       "494007                  0.00                      0.01                  0.00   \n",
       "494008                  0.00                      0.01                  0.00   \n",
       "494009                  0.00                      0.01                  0.00   \n",
       "494010                  0.00                      0.01                  0.00   \n",
       "494011                  0.00                      0.01                  0.00   \n",
       "494012                  0.00                      0.01                  0.00   \n",
       "494013                  0.00                      0.01                  0.00   \n",
       "494014                  0.00                      0.01                  0.00   \n",
       "494015                  0.00                      0.01                  0.00   \n",
       "494016                  0.00                      0.01                  0.00   \n",
       "494017                  0.00                      0.01                  0.00   \n",
       "494018                  0.06                      0.01                  0.00   \n",
       "494019                  0.04                      0.01                  0.00   \n",
       "494020                  0.00                      0.01                  0.00   \n",
       "\n",
       "        dst_host_srv_rerror_rate        Y  \n",
       "0                            0.0  normal.  \n",
       "1                            0.0  normal.  \n",
       "2                            0.0  normal.  \n",
       "3                            0.0  normal.  \n",
       "4                            0.0  normal.  \n",
       "5                            0.0  normal.  \n",
       "6                            0.0  normal.  \n",
       "7                            0.0  normal.  \n",
       "8                            0.0  normal.  \n",
       "9                            0.0  normal.  \n",
       "10                           0.0  normal.  \n",
       "11                           0.0  normal.  \n",
       "12                           0.0  normal.  \n",
       "13                           0.0  normal.  \n",
       "14                           0.0  normal.  \n",
       "15                           0.0  normal.  \n",
       "16                           0.0  normal.  \n",
       "17                           0.0  normal.  \n",
       "18                           0.0  normal.  \n",
       "19                           0.0  normal.  \n",
       "20                           0.0  normal.  \n",
       "21                           0.0  normal.  \n",
       "22                           0.0  normal.  \n",
       "23                           0.0  normal.  \n",
       "24                           0.0  normal.  \n",
       "25                           0.0  normal.  \n",
       "26                           0.0  normal.  \n",
       "27                           0.0  normal.  \n",
       "28                           0.0  normal.  \n",
       "29                           0.0  normal.  \n",
       "...                          ...      ...  \n",
       "493991                       0.0  normal.  \n",
       "493992                       0.0  normal.  \n",
       "493993                       0.0  normal.  \n",
       "493994                       0.0  normal.  \n",
       "493995                       0.0  normal.  \n",
       "493996                       0.0  normal.  \n",
       "493997                       0.0  normal.  \n",
       "493998                       0.0  normal.  \n",
       "493999                       0.0  normal.  \n",
       "494000                       0.0  normal.  \n",
       "494001                       0.0  normal.  \n",
       "494002                       0.0  normal.  \n",
       "494003                       0.0  normal.  \n",
       "494004                       0.0  normal.  \n",
       "494005                       0.0  normal.  \n",
       "494006                       0.0  normal.  \n",
       "494007                       0.0  normal.  \n",
       "494008                       0.0  normal.  \n",
       "494009                       0.0  normal.  \n",
       "494010                       0.0  normal.  \n",
       "494011                       0.0  normal.  \n",
       "494012                       0.0  normal.  \n",
       "494013                       0.0  normal.  \n",
       "494014                       0.0  normal.  \n",
       "494015                       0.0  normal.  \n",
       "494016                       0.0  normal.  \n",
       "494017                       0.0  normal.  \n",
       "494018                       0.0  normal.  \n",
       "494019                       0.0  normal.  \n",
       "494020                       0.0  normal.  \n",
       "\n",
       "[494021 rows x 42 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['duration', 'protocol_type', 'service', 'flag', 'src_bytes',\n",
       "       'dst_bytes', 'land', 'wrong_fragment', 'urgent', 'hot',\n",
       "       'num_failed_logins', 'logged_in', 'num_compromised', 'root_shell',\n",
       "       'su_attempted', 'num_root', 'num_file_creations', 'num_shells',\n",
       "       'num_access_files', 'num_outbound_cmds', 'is_host_login',\n",
       "       'is_guest_login', 'count', 'srv_count', 'serror_rate',\n",
       "       'srv_serror_rate', 'rerror_rate', 'srv_rerror_rate', 'same_srv_rate',\n",
       "       'diff_srv_rate', 'srv_diff_host_rate', 'dst_host_count',\n",
       "       'dst_host_srv_count', 'dst_host_same_srv_rate',\n",
       "       'dst_host_diff_srv_rate', 'dst_host_same_src_port_rate',\n",
       "       'dst_host_srv_diff_host_rate', 'dst_host_serror_rate',\n",
       "       'dst_host_srv_serror_rate', 'dst_host_rerror_rate',\n",
       "       'dst_host_srv_rerror_rate', 'Y'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting info_gain\n",
      "  Downloading https://files.pythonhosted.org/packages/41/53/198b263ac9fef93095d21a315007234aff4061132fa95f802ac32c7bfff9/info_gain-1.0.1-py3-none-any.whl\n",
      "Installing collected packages: info-gain\n",
      "Successfully installed info-gain-1.0.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install info_gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from info_gain import info_gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "duration:   0.04468832991481686\n",
      "protocol_type:   0.7041865995428992\n",
      "service:   0.9393784996112641\n",
      "flag:   0.5299581011974697\n",
      "src_bytes:   0.9983092669236828\n",
      "dst_bytes:   0.4051505776565272\n",
      "land:   0.00046544293842131363\n",
      "wrong_fragment:   0.018666678680104593\n",
      "urgent:   6.767707125185614e-05\n",
      "hot:   0.034948044072877694\n",
      "num_failed_logins:   0.0010698619837536797\n",
      "logged_in:   0.3024974784641185\n",
      "num_compromised:   0.027546908162485784\n",
      "root_shell:   0.0006184101384901498\n",
      "su_attempted:   5.646764964074158e-05\n",
      "num_root:   0.0021415303687981457\n",
      "num_file_creations:   0.0012332738258297822\n",
      "num_shells:   0.0002907873331760931\n",
      "num_access_files:   0.0015853023512786158\n",
      "num_outbound_cmds:   0.0\n",
      "is_host_login:   0.0\n",
      "is_guest_login:   0.00427499700785939\n",
      "count:   0.965351783342939\n",
      "srv_count:   0.7616322709283516\n",
      "serror_rate:   0.37780249312938685\n",
      "srv_serror_rate:   0.36149103294403434\n",
      "rerror_rate:   0.08513111550361666\n",
      "srv_rerror_rate:   0.0771099985870459\n",
      "same_srv_rate:   0.5391374281450109\n",
      "diff_srv_rate:   0.5439665204732222\n",
      "srv_diff_host_rate:   0.12715852914448078\n",
      "dst_host_count:   0.24161035640817752\n",
      "dst_host_srv_count:   0.6292347483326304\n",
      "dst_host_same_srv_rate:   0.6046885652276951\n",
      "dst_host_diff_srv_rate:   0.624086401993161\n",
      "dst_host_same_src_port_rate:   0.7605193802557847\n",
      "dst_host_srv_diff_host_rate:   0.21227211000136514\n",
      "dst_host_serror_rate:   0.3929617581357515\n",
      "dst_host_srv_serror_rate:   0.37724218076693883\n",
      "dst_host_rerror_rate:   0.12002356131190384\n",
      "dst_host_srv_rerror_rate:   0.11241629886526266\n",
      "Y:   1.0796620180932042\n"
     ]
    }
   ],
   "source": [
    "for feature in data.columns.values.tolist():\n",
    "    ig  = info_gain.info_gain(data[feature], data['Y'])\n",
    "    print(feature+\":  \",ig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "duration:   0.028690080196665708\n",
      "protocol_type:   0.4520905134027964\n",
      "service:   0.6030846205316537\n",
      "flag:   0.3402351453547354\n",
      "src_bytes:   0.6409184004797327\n",
      "dst_bytes:   0.2601082337793343\n",
      "land:   0.00029881616197636665\n",
      "wrong_fragment:   0.011984079721896797\n",
      "urgent:   4.344894081726323e-05\n",
      "hot:   0.022436779111654072\n",
      "num_failed_logins:   0.000686855520708996\n",
      "logged_in:   0.19420454809941815\n",
      "num_compromised:   0.01768522130628701\n",
      "root_shell:   0.00039702169451248453\n",
      "su_attempted:   3.625244890104855e-05\n",
      "num_root:   0.001374870758015117\n",
      "num_file_creations:   0.0007917665537054159\n",
      "num_shells:   0.00018668658965101653\n",
      "num_access_files:   0.0010177702250418188\n",
      "num_outbound_cmds:   0.0\n",
      "is_host_login:   0.0\n",
      "is_guest_login:   0.0027445645704322016\n",
      "count:   0.6197595688828883\n",
      "srv_count:   0.48897085603680207\n",
      "serror_rate:   0.24255065801392847\n",
      "srv_serror_rate:   0.23207863765124043\n",
      "rerror_rate:   0.05465450455825974\n",
      "srv_rerror_rate:   0.04950491655526421\n",
      "same_srv_rate:   0.34612830866556776\n",
      "diff_srv_rate:   0.34922860456916455\n",
      "srv_diff_host_rate:   0.08163626624219882\n",
      "dst_host_count:   0.15511478085909142\n",
      "dst_host_srv_count:   0.40397113578877214\n",
      "dst_host_same_srv_rate:   0.3882123915451404\n",
      "dst_host_diff_srv_rate:   0.4006658775783816\n",
      "dst_host_same_src_port_rate:   0.4882563759318859\n",
      "dst_host_srv_diff_host_rate:   0.13627951348961412\n",
      "dst_host_serror_rate:   0.2522829646269556\n",
      "dst_host_srv_serror_rate:   0.24219093531575517\n",
      "dst_host_rerror_rate:   0.07705558936956879\n",
      "dst_host_srv_rerror_rate:   0.07217169753276835\n",
      "Y:   0.6931471805599454\n"
     ]
    }
   ],
   "source": [
    "for feature in data.columns.values.tolist():\n",
    "    ig  = info_gain.info_gain_ratio(data[feature], data['Y'])\n",
    "    print(feature+\":  \",ig)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x24f39922f60>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "corrmat = data.corr() \n",
    "f, ax = plt.subplots(figsize =(9, 8)) \n",
    "sns.heatmap(corrmat, ax = ax, cmap =\"YlGnBu\", linewidths = 0.1) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
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